Evidence map›Paper›PMID 40630102›Full record

ArticleFrontiers in endocrinology2025

Unlocking the connection: hemoglobin glycation index as a key driver of bone loss in diabetes-related osteoporosis.

Zhangxin Wen, Xinpeng Liu, Wanlin Jin, Zhi-Feng Sheng, Hong Liu

Abstract read
In one paragraph

Article in Frontiers in endocrinology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Glucose metabolism in osteoporosis: A potential therapeutic target (Review).International journal of molecular medicine · 2026
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Zhangxin WenDepartment of Metabolic Endocrinology, Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, China.
Xinpeng LiuDepartment of Metabolic Endocrinology, Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, China.
Wanlin JinNational Clinical Research Center for Metabolic Diseases; Health Management Center and Department of Metabolic Endocrinology, Xiangya Second Hospital, Central South University, Hunan Key Laboratory of Metabolic Bone Diseases, Changsha, China.
Zhi-Feng ShengNational Clinical Research Center for Metabolic Diseases; Health Management Center and Department of Metabolic Endocrinology, Xiangya Second Hospital, Central South University, Hunan Key Laboratory of Metabolic Bone Diseases, Changsha, China.
Hong LiuDepartment of Metabolic Endocrinology, Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Osteoporosis, marked by decreased bone density and heightened fracture risk, is prevalent in aging individuals with type 2 diabetes mellitus (T2DM). The hemoglobin glycation index (HGI), a novel biomarker for glycation status, reflects advanced glycation end products (AGEs) accumulation. However, its role in bone metabolism and osteoporosis development remains poorly understood. Methods: We enrolled 412 hospitalized T2DM patients to investigate the relationship between HGI and vertebral bone mineral density (BMD). BMD was measured by dual-energy X-ray absorptiometry (DXA), and bone turnover markers (PINP, β-CTX, OC) were evaluated. Correlation analyses were conducted to explore the associations between HGI, BMD, and bone cell activity markers. Mediation analysis was performed to determine whether osteoclast activity mediated the relationship between HGI and vertebral BMD. Results: Patients with vertebral fractures exhibited significantly higher HGI levels compared to those without fractures (0.8 ± 2.1 vs. 0.3 ± 2.1, respectively). A negative correlation was observed between HGI and vertebral BMD (r = -0.140, p = 0.005), while HGI showed a positive correlation with CTX (r = 0.15, p = 0.03). No significant association was found between HGI and P1NP (r = 0.022, p = 0.755). Mediation analysis revealed that osteoclast activity accounted for 28.88% of the relationship between HGI and vertebral BMD. Further subgroup analysis by age (<65 and ≥65 years) indicated that the association between HGI and vertebral BMD was stronger in patients aged ≥65 years, suggesting age-related differences in the HGI-osteoporosis relationship. Conclusion: This study demonstrates that HGI contributes to bone loss and reduced vertebral BMD by enhancing osteoclast activity. While the impact of HGI on osteoblast function remains unclear, its significant influence on bone resorption highlights its potential role in the pathogenesis of osteoporosis in T2DM patients. These findings offer novel insights into the relationship between diabetes and osteoporosis and suggest that managing HGI levels may provide a therapeutic target for preventing osteoporosis and fractures in T2DM patients.

Indexed as

Bone ResorptionDiabetes Mellitus, Type 2Glycated HemoglobinOsteoporosisAbsorptiometry, PhotonAgedBiomarkersBone DensityBone RemodelingFemaleGlycation End Products, AdvancedHumansMaleMiddle AgedOsteoclastsBiomarkersGlycated HemoglobinGlycation End Products, Advancedbone formationbone resorptionhemoglobin glycation index (HGI)osteoporosisvertebral bone mineral density

Identifiers

PMID40630102
PMCPMC12234289

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.